{"id":"W4400583094","doi":"10.1080/17476348.2024.2380072","title":"Type 2 severe asthma: pathophysiology and treatment with biologics","year":2024,"lang":"en","type":"review","venue":"Expert Review of Respiratory Medicine","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Pathophysiology; Asthma; Pathophysiology of asthma; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003456121,0.0009338739,0.00546765,0.000309172,0.00005776062,0.000004848435,0.00017402,0.0003889583,0.0003584756],"category_scores_gemma":[0.0002178545,0.0003991603,0.000511944,0.0007028532,0.0007285589,0.00003502775,0.00009444348,0.0003981492,0.00008432605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000158,"about_ca_system_score_gemma":0.001067251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009455453,"about_ca_topic_score_gemma":0.000001648699,"domain_scores_codex":[0.9967878,0.00039823,0.001212511,0.0008662596,0.0003819222,0.000353232],"domain_scores_gemma":[0.9977171,0.0001889978,0.0005575476,0.0008917426,0.0002368361,0.0004077195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005123691,0.00008912993,0.000004959637,0.1606095,0.0003565644,0.0004291051,0.00003868949,4.162433e-9,0.0000102469,0.0000221796,0.02027071,0.8181176],"study_design_scores_gemma":[0.000429847,0.007718567,0.000003253968,0.2955356,0.002328156,0.0002685121,0.00003227778,1.194705e-7,8.549305e-7,0.000002524502,0.6934208,0.0002594726],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001631472,0.9964709,0.000001617265,0.0002337508,0.0003887026,0.001967216,0.00004499572,0.00008578291,0.0007906932],"genre_scores_gemma":[0.000001646938,0.9936594,0.0001074404,0.003885738,0.001398874,0.0002377713,0.0001692286,0.0001059608,0.0004339569],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8178582,"threshold_uncertainty_score":0.999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05487363498807313,"score_gpt":0.3901732219637156,"score_spread":0.3352995869756425,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}